Dataset statistics
| Number of variables | 39 |
|---|---|
| Number of observations | 38123 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.3 MiB |
| Average record size in memory | 312.0 B |
Variable types
| BOOL | 25 |
|---|---|
| NUM | 14 |
Reproduction
| Analysis started | 2020-04-23 12:38:59.701008 |
|---|---|
| Analysis finished | 2020-04-23 12:40:15.699553 |
| Version | pandas-profiling v2.6.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
installment is highly correlated with loan_amnt | High Correlation |
loan_amnt is highly correlated with installment | High Correlation |
term_ 60 months is highly correlated with term_ 36 months | High Correlation |
term_ 36 months is highly correlated with term_ 60 months | High Correlation |
annual_inc is highly skewed (γ1 = 31.18468597) | Skewed |
emp_length has 4542 (11.9%) zeros | Zeros |
delinq_2yrs has 33968 (89.1%) zeros | Zeros |
inq_last_6mths has 18503 (48.5%) zeros | Zeros |
pub_rec has 36142 (94.8%) zeros | Zeros |
revol_bal has 907 (2.4%) zeros | Zeros |
revol_util has 936 (2.5%) zeros | Zeros |
| Distinct count | 871 |
|---|---|
| Unique (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11215.7864 |
|---|---|
| Minimum | 500 |
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5500 |
| median | 10000 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9500 |
Descriptive statistics
| Standard deviation | 7403.880544 |
|---|---|
| Coefficient of variation (CV) | 0.6601303091 |
| Kurtosis | 0.7778054518 |
| Mean | 11215.7864 |
| Median Absolute Deviation (MAD) | 5866.200765 |
| Skewness | 1.057600171 |
| Sum | 427579425 |
| Variance | 54817447.11 |
| Value | Count | Frequency (%) | |
| 10000 | 2760 | 7.2% | |
| 12000 | 2262 | 5.9% | |
| 5000 | 1964 | 5.2% | |
| 6000 | 1846 | 4.8% | |
| 15000 | 1835 | 4.8% | |
| 20000 | 1563 | 4.1% | |
| 8000 | 1536 | 4.0% | |
| 25000 | 1345 | 3.5% | |
| 4000 | 1090 | 2.9% | |
| 7000 | 989 | 2.6% | |
| Other values (861) | 20933 | 54.9% |
| Value | Count | Frequency (%) | |
| 500 | 5 | < 0.1% | |
| 725 | 1 | < 0.1% | |
| 750 | 1 | < 0.1% | |
| 800 | 1 | < 0.1% | |
| 900 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 35000 | 629 | 1.6% | |
| 34800 | 2 | < 0.1% | |
| 34675 | 1 | < 0.1% | |
| 34525 | 1 | < 0.1% | |
| 34475 | 5 | < 0.1% |
| Distinct count | 14990 |
|---|---|
| Unique (%) | 39.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 325.710319 |
|---|---|
| Minimum | 15.69 |
| Maximum | 1305.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 15.69 |
|---|---|
| 5-th percentile | 73.206 |
| Q1 | 167.97 |
| median | 281.47 |
| Q3 | 431.37 |
| 95-th percentile | 764.559 |
| Maximum | 1305.19 |
| Range | 1289.5 |
| Interquartile range (IQR) | 263.4 |
Descriptive statistics
| Standard deviation | 208.7539831 |
|---|---|
| Coefficient of variation (CV) | 0.6409191573 |
| Kurtosis | 1.259144465 |
| Mean | 325.710319 |
| Median Absolute Deviation (MAD) | 162.5686474 |
| Skewness | 1.130713193 |
| Sum | 12417054.49 |
| Variance | 43578.22548 |
| Value | Count | Frequency (%) | |
| 311.11 | 68 | 0.2% | |
| 311.02 | 54 | 0.1% | |
| 180.96 | 53 | 0.1% | |
| 150.8 | 46 | 0.1% | |
| 368.45 | 45 | 0.1% | |
| 372.12 | 44 | 0.1% | |
| 339.31 | 42 | 0.1% | |
| 330.76 | 42 | 0.1% | |
| 317.72 | 41 | 0.1% | |
| 186.61 | 41 | 0.1% | |
| Other values (14980) | 37647 | 98.8% |
| Value | Count | Frequency (%) | |
| 15.69 | 1 | < 0.1% | |
| 16.08 | 1 | < 0.1% | |
| 16.25 | 1 | < 0.1% | |
| 16.31 | 1 | < 0.1% | |
| 16.47 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1305.19 | 1 | < 0.1% | |
| 1302.69 | 1 | < 0.1% | |
| 1295.21 | 1 | < 0.1% | |
| 1288.1 | 2 | < 0.1% | |
| 1283.5 | 1 | < 0.1% |
grade
Real number (ℝ≥0)
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.575899064 |
|---|---|
| Minimum | 1 |
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.385686989 |
|---|---|
| Coefficient of variation (CV) | 0.5379430462 |
| Kurtosis | 0.06214388089 |
| Mean | 2.575899064 |
| Median Absolute Deviation (MAD) | 1.148680751 |
| Skewness | 0.7929293464 |
| Sum | 98201 |
| Variance | 1.920128431 |
| Value | Count | Frequency (%) | |
| 2 | 11545 | 30.3% | |
| 1 | 9675 | 25.4% | |
| 3 | 7801 | 20.5% | |
| 4 | 5086 | 13.3% | |
| 5 | 2715 | 7.1% | |
| 6 | 993 | 2.6% | |
| 7 | 308 | 0.8% |
| Value | Count | Frequency (%) | |
| 1 | 9675 | 25.4% | |
| 2 | 11545 | 30.3% | |
| 3 | 7801 | 20.5% | |
| 4 | 5086 | 13.3% | |
| 5 | 2715 | 7.1% |
| Value | Count | Frequency (%) | |
| 7 | 308 | 0.8% | |
| 6 | 993 | 2.6% | |
| 5 | 2715 | 7.1% | |
| 4 | 5086 | 13.3% | |
| 3 | 7801 | 20.5% |
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.96172914 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 4542 |
| Zeros (%) | 11.9% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 9 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.561422497 |
|---|---|
| Coefficient of variation (CV) | 0.7177784995 |
| Kurtosis | -1.362418774 |
| Mean | 4.96172914 |
| Median Absolute Deviation (MAD) | 3.111384028 |
| Skewness | 0.2055088976 |
| Sum | 189156 |
| Variance | 12.6837302 |
| Value | Count | Frequency (%) | |
| 10 | 8715 | 22.9% | |
| 0 | 4542 | 11.9% | |
| 2 | 4344 | 11.4% | |
| 3 | 4050 | 10.6% | |
| 4 | 3385 | 8.9% | |
| 5 | 3243 | 8.5% | |
| 1 | 3207 | 8.4% | |
| 6 | 2198 | 5.8% | |
| 7 | 1738 | 4.6% | |
| 8 | 1457 | 3.8% |
| Value | Count | Frequency (%) | |
| 0 | 4542 | 11.9% | |
| 1 | 3207 | 8.4% | |
| 2 | 4344 | 11.4% | |
| 3 | 4050 | 10.6% | |
| 4 | 3385 | 8.9% |
| Value | Count | Frequency (%) | |
| 10 | 8715 | 22.9% | |
| 9 | 1244 | 3.3% | |
| 8 | 1457 | 3.8% | |
| 7 | 1738 | 4.6% | |
| 6 | 2198 | 5.8% |
| Distinct count | 5060 |
|---|---|
| Unique (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69552.34513 |
|---|---|
| Minimum | 4000 |
| Maximum | 6000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 4000 |
|---|---|
| 5-th percentile | 24000 |
| Q1 | 41159.5 |
| median | 60000 |
| Q3 | 83000 |
| 95-th percentile | 143003.6 |
| Maximum | 6000000 |
| Range | 5996000 |
| Interquartile range (IQR) | 41840.5 |
Descriptive statistics
| Standard deviation | 64462.95973 |
|---|---|
| Coefficient of variation (CV) | 0.9268265449 |
| Kurtosis | 2299.557497 |
| Mean | 69552.34513 |
| Median Absolute Deviation (MAD) | 30575.05953 |
| Skewness | 31.18468597 |
| Sum | 2651544053 |
| Variance | 4155473177 |
| Value | Count | Frequency (%) | |
| 60000 | 1456 | 3.8% | |
| 50000 | 1014 | 2.7% | |
| 40000 | 850 | 2.2% | |
| 45000 | 803 | 2.1% | |
| 75000 | 793 | 2.1% | |
| 65000 | 784 | 2.1% | |
| 30000 | 779 | 2.0% | |
| 70000 | 712 | 1.9% | |
| 48000 | 693 | 1.8% | |
| 80000 | 642 | 1.7% | |
| Other values (5050) | 29597 | 77.6% |
| Value | Count | Frequency (%) | |
| 4000 | 1 | < 0.1% | |
| 4080 | 1 | < 0.1% | |
| 4800 | 1 | < 0.1% | |
| 5000 | 1 | < 0.1% | |
| 5500 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6000000 | 1 | < 0.1% | |
| 3900000 | 1 | < 0.1% | |
| 2039784 | 1 | < 0.1% | |
| 1900000 | 1 | < 0.1% | |
| 1782000 | 1 | < 0.1% |
loan_status
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 1 | |
|---|---|
| 0 | 5406 |
| Value | Count | Frequency (%) | |
| 1 | 32717 | 85.8% | |
| 0 | 5406 | 14.2% |
dti
Real number (ℝ≥0)
| Distinct count | 2854 |
|---|---|
| Unique (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.3100139 |
|---|---|
| Minimum | 0 |
| Maximum | 29.99 |
| Zeros | 166 |
| Zeros (%) | 0.4% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.15 |
| Q1 | 8.19 |
| median | 13.4 |
| Q3 | 18.57 |
| 95-th percentile | 23.82 |
| Maximum | 29.99 |
| Range | 29.99 |
| Interquartile range (IQR) | 10.38 |
Descriptive statistics
| Standard deviation | 6.66277884 |
|---|---|
| Coefficient of variation (CV) | 0.5005839129 |
| Kurtosis | -0.8506276442 |
| Mean | 13.3100139 |
| Median Absolute Deviation (MAD) | 5.584425811 |
| Skewness | -0.02898642412 |
| Sum | 507417.66 |
| Variance | 44.39262187 |
| Value | Count | Frequency (%) | |
| 0 | 166 | 0.4% | |
| 12 | 45 | 0.1% | |
| 18 | 44 | 0.1% | |
| 19.2 | 39 | 0.1% | |
| 13.2 | 38 | 0.1% | |
| 16.8 | 38 | 0.1% | |
| 12.48 | 37 | 0.1% | |
| 15 | 35 | 0.1% | |
| 14.29 | 35 | 0.1% | |
| 13.5 | 34 | 0.1% | |
| Other values (2844) | 37612 | 98.7% |
| Value | Count | Frequency (%) | |
| 0 | 166 | 0.4% | |
| 0.01 | 3 | < 0.1% | |
| 0.02 | 5 | < 0.1% | |
| 0.03 | 2 | < 0.1% | |
| 0.04 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 29.99 | 1 | < 0.1% | |
| 29.95 | 1 | < 0.1% | |
| 29.93 | 3 | < 0.1% | |
| 29.92 | 2 | < 0.1% | |
| 29.89 | 1 | < 0.1% |
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1469716444 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros | 33968 |
| Zeros (%) | 89.1% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4925742554 |
|---|---|
| Coefficient of variation (CV) | 3.351491761 |
| Kurtosis | 39.8475732 |
| Mean | 0.1469716444 |
| Median Absolute Deviation (MAD) | 0.2619066085 |
| Skewness | 5.036117222 |
| Sum | 5603 |
| Variance | 0.2426293971 |
| Value | Count | Frequency (%) | |
| 0 | 33968 | 89.1% | |
| 1 | 3186 | 8.4% | |
| 2 | 660 | 1.7% | |
| 3 | 212 | 0.6% | |
| 4 | 58 | 0.2% | |
| 5 | 21 | 0.1% | |
| 6 | 10 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 8 | 2 | < 0.1% | |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 33968 | 89.1% | |
| 1 | 3186 | 8.4% | |
| 2 | 660 | 1.7% | |
| 3 | 212 | 0.6% | |
| 4 | 58 | 0.2% |
| Value | Count | Frequency (%) | |
| 11 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 8 | 2 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 6 | 10 | < 0.1% |
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8710227422 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 18503 |
| Zeros (%) | 48.5% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.070673241 |
|---|---|
| Coefficient of variation (CV) | 1.229213876 |
| Kurtosis | 2.505123217 |
| Mean | 0.8710227422 |
| Median Absolute Deviation (MAD) | 0.8455018649 |
| Skewness | 1.380687958 |
| Sum | 33206 |
| Variance | 1.146341189 |
| Value | Count | Frequency (%) | |
| 0 | 18503 | 48.5% | |
| 1 | 10519 | 27.6% | |
| 2 | 5593 | 14.7% | |
| 3 | 2949 | 7.7% | |
| 4 | 309 | 0.8% | |
| 5 | 143 | 0.4% | |
| 6 | 60 | 0.2% | |
| 7 | 33 | 0.1% | |
| 8 | 14 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 18503 | 48.5% | |
| 1 | 10519 | 27.6% | |
| 2 | 5593 | 14.7% | |
| 3 | 2949 | 7.7% | |
| 4 | 309 | 0.8% |
| Value | Count | Frequency (%) | |
| 8 | 14 | < 0.1% | |
| 7 | 33 | 0.1% | |
| 6 | 60 | 0.2% | |
| 5 | 143 | 0.4% | |
| 4 | 309 | 0.8% |
open_acc
Real number (ℝ≥0)
| Distinct count | 40 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.315268998 |
|---|---|
| Minimum | 2 |
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 9 |
| Q3 | 12 |
| 95-th percentile | 18 |
| Maximum | 44 |
| Range | 42 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.395012763 |
|---|---|
| Coefficient of variation (CV) | 0.4718073911 |
| Kurtosis | 1.702186306 |
| Mean | 9.315268998 |
| Median Absolute Deviation (MAD) | 3.434796094 |
| Skewness | 1.007213396 |
| Sum | 355126 |
| Variance | 19.31613719 |
| Value | Count | Frequency (%) | |
| 7 | 3869 | 10.1% | |
| 6 | 3786 | 9.9% | |
| 8 | 3777 | 9.9% | |
| 9 | 3597 | 9.4% | |
| 10 | 3091 | 8.1% | |
| 5 | 3033 | 8.0% | |
| 11 | 2651 | 7.0% | |
| 4 | 2235 | 5.9% | |
| 12 | 2206 | 5.8% | |
| 13 | 1838 | 4.8% | |
| Other values (30) | 8040 | 21.1% |
| Value | Count | Frequency (%) | |
| 2 | 547 | 1.4% | |
| 3 | 1408 | 3.7% | |
| 4 | 2235 | 5.9% | |
| 5 | 3033 | 8.0% | |
| 6 | 3786 | 9.9% |
| Value | Count | Frequency (%) | |
| 44 | 1 | < 0.1% | |
| 42 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 39 | 1 | < 0.1% | |
| 38 | 1 | < 0.1% |
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0537733127 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 36142 |
| Zeros (%) | 94.8% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2350266352 |
|---|---|
| Coefficient of variation (CV) | 4.370692885 |
| Kurtosis | 25.41605262 |
| Mean | 0.0537733127 |
| Median Absolute Deviation (MAD) | 0.1019581391 |
| Skewness | 4.644253189 |
| Sum | 2050 |
| Variance | 0.05523751925 |
| Value | Count | Frequency (%) | |
| 0 | 36142 | 94.8% | |
| 1 | 1924 | 5.0% | |
| 2 | 47 | 0.1% | |
| 3 | 8 | < 0.1% | |
| 4 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 36142 | 94.8% | |
| 1 | 1924 | 5.0% | |
| 2 | 47 | 0.1% | |
| 3 | 8 | < 0.1% | |
| 4 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4 | 2 | < 0.1% | |
| 3 | 8 | < 0.1% | |
| 2 | 47 | 0.1% | |
| 1 | 1924 | 5.0% | |
| 0 | 36142 | 94.8% |
| Distinct count | 21240 |
|---|---|
| Unique (%) | 55.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13420.93125 |
|---|---|
| Minimum | 0 |
| Maximum | 149588 |
| Zeros | 907 |
| Zeros (%) | 2.4% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 344.1 |
| Q1 | 3727 |
| median | 8901 |
| Q3 | 17095 |
| 95-th percentile | 41675.8 |
| Maximum | 149588 |
| Range | 149588 |
| Interquartile range (IQR) | 13368 |
Descriptive statistics
| Standard deviation | 15908.51452 |
|---|---|
| Coefficient of variation (CV) | 1.185351018 |
| Kurtosis | 14.89510269 |
| Mean | 13420.93125 |
| Median Absolute Deviation (MAD) | 10273.86136 |
| Skewness | 3.193246047 |
| Sum | 511646162 |
| Variance | 253080834.1 |
| Value | Count | Frequency (%) | |
| 0 | 907 | 2.4% | |
| 298 | 14 | < 0.1% | |
| 255 | 14 | < 0.1% | |
| 1 | 11 | < 0.1% | |
| 682 | 10 | < 0.1% | |
| 865 | 9 | < 0.1% | |
| 1763 | 9 | < 0.1% | |
| 798 | 9 | < 0.1% | |
| 39 | 9 | < 0.1% | |
| 1159 | 9 | < 0.1% | |
| Other values (21230) | 37122 | 97.4% |
| Value | Count | Frequency (%) | |
| 0 | 907 | 2.4% | |
| 1 | 11 | < 0.1% | |
| 2 | 5 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 4 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 149588 | 1 | < 0.1% | |
| 149527 | 1 | < 0.1% | |
| 149000 | 1 | < 0.1% | |
| 148829 | 1 | < 0.1% | |
| 148804 | 1 | < 0.1% |
| Distinct count | 1087 |
|---|---|
| Unique (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.90457335 |
|---|---|
| Minimum | 0 |
| Maximum | 99.9 |
| Zeros | 936 |
| Zeros (%) | 2.5% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.7 |
| Q1 | 25.5 |
| median | 49.4 |
| Q3 | 72.4 |
| 95-th percentile | 93.6 |
| Maximum | 99.9 |
| Range | 99.9 |
| Interquartile range (IQR) | 46.9 |
Descriptive statistics
| Standard deviation | 28.32566565 |
|---|---|
| Coefficient of variation (CV) | 0.5792027966 |
| Kurtosis | -1.104387831 |
| Mean | 48.90457335 |
| Median Absolute Deviation (MAD) | 24.2330198 |
| Skewness | -0.03637014169 |
| Sum | 1864389.05 |
| Variance | 802.3433346 |
| Value | Count | Frequency (%) | |
| 0 | 936 | 2.5% | |
| 0.2 | 62 | 0.2% | |
| 63 | 61 | 0.2% | |
| 40.7 | 58 | 0.2% | |
| 66.7 | 56 | 0.1% | |
| 61 | 56 | 0.1% | |
| 0.1 | 56 | 0.1% | |
| 37.6 | 56 | 0.1% | |
| 70.4 | 55 | 0.1% | |
| 31.2 | 55 | 0.1% | |
| Other values (1077) | 36672 | 96.2% |
| Value | Count | Frequency (%) | |
| 0 | 936 | 2.5% | |
| 0.01 | 1 | < 0.1% | |
| 0.03 | 1 | < 0.1% | |
| 0.04 | 1 | < 0.1% | |
| 0.05 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99.9 | 24 | 0.1% | |
| 99.8 | 23 | 0.1% | |
| 99.7 | 29 | 0.1% | |
| 99.6 | 20 | 0.1% | |
| 99.5 | 24 | 0.1% |
total_acc
Real number (ℝ≥0)
| Distinct count | 82 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.11979645 |
|---|---|
| Minimum | 2 |
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 14 |
| median | 20 |
| Q3 | 29 |
| 95-th percentile | 43 |
| Maximum | 90 |
| Range | 88 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.40033683 |
|---|---|
| Coefficient of variation (CV) | 0.5153906753 |
| Kurtosis | 0.6852883055 |
| Mean | 22.11979645 |
| Median Absolute Deviation (MAD) | 9.062718852 |
| Skewness | 0.8253969368 |
| Sum | 843273 |
| Variance | 129.9676798 |
| Value | Count | Frequency (%) | |
| 16 | 1414 | 3.7% | |
| 15 | 1402 | 3.7% | |
| 17 | 1392 | 3.7% | |
| 14 | 1391 | 3.6% | |
| 20 | 1383 | 3.6% | |
| 18 | 1374 | 3.6% | |
| 21 | 1343 | 3.5% | |
| 13 | 1333 | 3.5% | |
| 19 | 1296 | 3.4% | |
| 12 | 1272 | 3.3% | |
| Other values (72) | 24523 | 64.3% |
| Value | Count | Frequency (%) | |
| 2 | 4 | < 0.1% | |
| 3 | 169 | 0.4% | |
| 4 | 397 | 1.0% | |
| 5 | 522 | 1.4% | |
| 6 | 651 | 1.7% |
| Value | Count | Frequency (%) | |
| 90 | 1 | < 0.1% | |
| 87 | 1 | < 0.1% | |
| 81 | 1 | < 0.1% | |
| 80 | 1 | < 0.1% | |
| 79 | 2 | < 0.1% |
fico_average
Real number (ℝ≥0)
| Distinct count | 36 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 716.7168376 |
|---|---|
| Minimum | 627 |
| Maximum | 827 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 298.0 KiB |
Quantile statistics
| Minimum | 627 |
|---|---|
| 5-th percentile | 667 |
| Q1 | 687 |
| median | 712 |
| Q3 | 742 |
| 95-th percentile | 782 |
| Maximum | 827 |
| Range | 200 |
| Interquartile range (IQR) | 55 |
Descriptive statistics
| Standard deviation | 35.71008725 |
|---|---|
| Coefficient of variation (CV) | 0.04982454071 |
| Kurtosis | -0.5552860408 |
| Mean | 716.7168376 |
| Median Absolute Deviation (MAD) | 29.72249728 |
| Skewness | 0.465389352 |
| Sum | 27323396 |
| Variance | 1275.210332 |
| Value | Count | Frequency (%) | |
| 702 | 2049 | 5.4% | |
| 687 | 2030 | 5.3% | |
| 697 | 1982 | 5.2% | |
| 692 | 1967 | 5.2% | |
| 682 | 1959 | 5.1% | |
| 722 | 1778 | 4.7% | |
| 707 | 1769 | 4.6% | |
| 677 | 1757 | 4.6% | |
| 727 | 1723 | 4.5% | |
| 717 | 1710 | 4.5% | |
| Other values (26) | 19399 | 50.9% |
| Value | Count | Frequency (%) | |
| 627 | 1 | < 0.1% | |
| 632 | 1 | < 0.1% | |
| 662 | 1377 | 3.6% | |
| 667 | 1572 | 4.1% | |
| 672 | 1613 | 4.2% |
| Value | Count | Frequency (%) | |
| 827 | 2 | < 0.1% | |
| 822 | 17 | < 0.1% | |
| 817 | 24 | 0.1% | |
| 812 | 115 | 0.3% | |
| 807 | 172 | 0.5% |
home_ownership_MORTGAGE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 21178 | 55.6% | |
| 1 | 16945 | 44.4% |
home_ownership_NONE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 3 |
| Value | Count | Frequency (%) | |
| 0 | 38120 | > 99.9% | |
| 1 | 3 | < 0.1% |
home_ownership_OTHER
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 96 |
| Value | Count | Frequency (%) | |
| 0 | 38027 | 99.7% | |
| 1 | 96 | 0.3% |
home_ownership_OWN
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 2808 |
| Value | Count | Frequency (%) | |
| 0 | 35315 | 92.6% | |
| 1 | 2808 | 7.4% |
home_ownership_RENT
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 19852 | 52.1% | |
| 1 | 18271 | 47.9% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 21732 | 57.0% | |
| 1 | 16391 | 43.0% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 28461 | 74.7% | |
| 1 | 9662 | 25.3% |
verification_status_Verified
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 26053 | 68.3% | |
| 1 | 12070 | 31.7% |
purpose_car
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 1483 |
| Value | Count | Frequency (%) | |
| 0 | 36640 | 96.1% | |
| 1 | 1483 | 3.9% |
purpose_credit_card
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 4944 |
| Value | Count | Frequency (%) | |
| 0 | 33179 | 87.0% | |
| 1 | 4944 | 13.0% |
purpose_debt_consolidation
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 20158 | 52.9% | |
| 1 | 17965 | 47.1% |
purpose_educational
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 312 |
| Value | Count | Frequency (%) | |
| 0 | 37811 | 99.2% | |
| 1 | 312 | 0.8% |
purpose_home_improvement
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 2852 |
| Value | Count | Frequency (%) | |
| 0 | 35271 | 92.5% | |
| 1 | 2852 | 7.5% |
purpose_house
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 359 |
| Value | Count | Frequency (%) | |
| 0 | 37764 | 99.1% | |
| 1 | 359 | 0.9% |
purpose_major_purchase
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 2105 |
| Value | Count | Frequency (%) | |
| 0 | 36018 | 94.5% | |
| 1 | 2105 | 5.5% |
purpose_medical
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 663 |
| Value | Count | Frequency (%) | |
| 0 | 37460 | 98.3% | |
| 1 | 663 | 1.7% |
purpose_moving
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 556 |
| Value | Count | Frequency (%) | |
| 0 | 37567 | 98.5% | |
| 1 | 556 | 1.5% |
purpose_other
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 3764 |
| Value | Count | Frequency (%) | |
| 0 | 34359 | 90.1% | |
| 1 | 3764 | 9.9% |
purpose_renewable_energy
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 95 |
| Value | Count | Frequency (%) | |
| 0 | 38028 | 99.8% | |
| 1 | 95 | 0.2% |
purpose_small_business
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 1749 |
| Value | Count | Frequency (%) | |
| 0 | 36374 | 95.4% | |
| 1 | 1749 | 4.6% |
purpose_vacation
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 349 |
| Value | Count | Frequency (%) | |
| 0 | 37774 | 99.1% | |
| 1 | 349 | 0.9% |
purpose_wedding
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 0 | |
|---|---|
| 1 | 927 |
| Value | Count | Frequency (%) | |
| 0 | 37196 | 97.6% | |
| 1 | 927 | 2.4% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 298.0 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 28234 | 74.1% | |
| 0 | 9889 | 25.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| loan_amnt | installment | grade | emp_length | annual_inc | loan_status | dti | delinq_2yrs | inq_last_6mths | open_acc | pub_rec | revol_bal | revol_util | total_acc | fico_average | home_ownership_MORTGAGE | home_ownership_NONE | home_ownership_OTHER | home_ownership_OWN | home_ownership_RENT | verification_status_Not Verified | verification_status_Source Verified | verification_status_Verified | purpose_car | purpose_credit_card | purpose_debt_consolidation | purpose_educational | purpose_home_improvement | purpose_house | purpose_major_purchase | purpose_medical | purpose_moving | purpose_other | purpose_renewable_energy | purpose_small_business | purpose_vacation | purpose_wedding | term_ 36 months | term_ 60 months | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5000.0 | 162.87 | 2 | 10 | 24000.0 | 1 | 27.65 | 0.0 | 1.0 | 3.0 | 0.0 | 13648.0 | 83.7 | 9.0 | 737.0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 2500.0 | 59.83 | 3 | 0 | 30000.0 | 0 | 1.00 | 0.0 | 5.0 | 3.0 | 0.0 | 1687.0 | 9.4 | 4.0 | 742.0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 2 | 2400.0 | 84.33 | 3 | 10 | 12252.0 | 1 | 8.72 | 0.0 | 2.0 | 2.0 | 0.0 | 2956.0 | 98.5 | 10.0 | 737.0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 3 | 10000.0 | 339.31 | 3 | 10 | 49200.0 | 1 | 20.00 | 0.0 | 1.0 | 10.0 | 0.0 | 5598.0 | 21.0 | 37.0 | 692.0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 4 | 5000.0 | 156.46 | 1 | 3 | 36000.0 | 1 | 11.20 | 0.0 | 3.0 | 9.0 | 0.0 | 7963.0 | 28.3 | 12.0 | 732.0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 5 | 7000.0 | 170.08 | 3 | 8 | 47004.0 | 1 | 23.51 | 0.0 | 1.0 | 7.0 | 0.0 | 17726.0 | 85.6 | 11.0 | 692.0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 6 | 3000.0 | 109.43 | 5 | 9 | 48000.0 | 1 | 5.35 | 0.0 | 2.0 | 4.0 | 0.0 | 8221.0 | 87.5 | 4.0 | 662.0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 7 | 5600.0 | 152.39 | 6 | 4 | 40000.0 | 0 | 5.55 | 0.0 | 2.0 | 11.0 | 0.0 | 5210.0 | 32.6 | 13.0 | 677.0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 8 | 5375.0 | 121.45 | 2 | 0 | 15000.0 | 0 | 18.08 | 0.0 | 0.0 | 2.0 | 0.0 | 9279.0 | 36.5 | 3.0 | 727.0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 9 | 6500.0 | 153.45 | 3 | 5 | 72000.0 | 1 | 16.12 | 0.0 | 2.0 | 14.0 | 0.0 | 4032.0 | 20.6 | 23.0 | 697.0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
Last rows
| loan_amnt | installment | grade | emp_length | annual_inc | loan_status | dti | delinq_2yrs | inq_last_6mths | open_acc | pub_rec | revol_bal | revol_util | total_acc | fico_average | home_ownership_MORTGAGE | home_ownership_NONE | home_ownership_OTHER | home_ownership_OWN | home_ownership_RENT | verification_status_Not Verified | verification_status_Source Verified | verification_status_Verified | purpose_car | purpose_credit_card | purpose_debt_consolidation | purpose_educational | purpose_home_improvement | purpose_house | purpose_major_purchase | purpose_medical | purpose_moving | purpose_other | purpose_renewable_energy | purpose_small_business | purpose_vacation | purpose_wedding | term_ 36 months | term_ 60 months | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 38113 | 5000.0 | 159.77 | 2 | 2 | 180000.0 | 1 | 11.93 | 0.0 | 1.0 | 16.0 | 0.0 | 60568.0 | 39.2 | 38.0 | 717.0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 38114 | 5000.0 | 161.25 | 2 | 4 | 48000.0 | 1 | 8.03 | 0.0 | 1.0 | 6.0 | 0.0 | 28329.0 | 48.6 | 6.0 | 707.0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 38115 | 5000.0 | 164.23 | 3 | 0 | 80000.0 | 1 | 1.21 | 0.0 | 3.0 | 15.0 | 1.0 | 27185.0 | 16.1 | 29.0 | 672.0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 38116 | 5000.0 | 155.38 | 1 | 1 | 85000.0 | 1 | 0.31 | 0.0 | 0.0 | 7.0 | 0.0 | 216.0 | 0.6 | 19.0 | 787.0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 38117 | 5000.0 | 158.30 | 2 | 5 | 75000.0 | 1 | 15.55 | 0.0 | 0.0 | 10.0 | 0.0 | 66033.0 | 23.0 | 29.0 | 757.0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 38118 | 2500.0 | 78.42 | 1 | 4 | 110000.0 | 1 | 11.33 | 0.0 | 0.0 | 13.0 | 0.0 | 7274.0 | 13.1 | 40.0 | 762.0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 38119 | 8500.0 | 275.38 | 3 | 3 | 18000.0 | 1 | 6.40 | 1.0 | 1.0 | 6.0 | 0.0 | 8847.0 | 26.9 | 9.0 | 692.0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 38120 | 5000.0 | 156.84 | 1 | 0 | 100000.0 | 1 | 2.30 | 0.0 | 0.0 | 11.0 | 0.0 | 9698.0 | 19.4 | 20.0 | 742.0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 38121 | 5000.0 | 155.38 | 1 | 0 | 200000.0 | 1 | 3.72 | 0.0 | 0.0 | 17.0 | 0.0 | 85607.0 | 0.7 | 26.0 | 812.0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 38122 | 7500.0 | 255.43 | 5 | 0 | 22000.0 | 1 | 14.29 | 1.0 | 0.0 | 7.0 | 0.0 | 4175.0 | 51.5 | 8.0 | 662.0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |